Tag: jacobian

Adversarially robust generalization theory via Jacobian regularization for deep neural networks arXiv:2412.12449v1 Announce Type: new Abstract: Powerful deep neural networks are vulnerable to adversarial attacks. To obtain adversarially robust models, researchers have separately developed adversarial training and Jacobian regularization techniques. There are abundant theoretical and empirical studies for adversarial training, but theoretical foundations for Jacobian…